Note: TraderSwift Labs is a proposed research initiative. It is not a registered entity. This page describes intended future activities subject to entity formation.

TraderSwift Labs (Proposed)

Engineering Deterministic Autonomous Software

TraderSwift Labs is a proposed software research and engineering entity intended to focus on the design of deterministic, state-aware software systems for complex, real-time execution environments.

TraderSwift Labs is intended to operate as a pure engineering function. It is not intended to trade, deploy capital, operate financial accounts, or provide services to third parties. Its sole mandate is to develop internal software infrastructure designed to support reliable, auditable, and long-running autonomous software agents.

Terminology Note: References to "agents" throughout this page refer strictly to bounded software actors operating under explicit programmatic constraints — not commercial agency relationships, brokerage arrangements, or unsupervised autonomous decision-making.

Purpose & Mandate

As autonomous and software-agent-based systems become increasingly prevalent, the architectural patterns required to coordinate, constrain, and audit such systems remain underdeveloped.

TraderSwift Labs is intended to address this gap by focusing on foundational engineering problems that arise when software systems themselves become autonomous actors, including:

  • Explicit state representation and lifecycle management
  • Controlled software agent coordination and permissioning
  • Deterministic execution under concurrency
  • Failure isolation, recovery, and safe degradation
  • Traceability and post-hoc auditability of system actions

The Labs is conceived as a long-horizon research and engineering effort rather than a commercial software business or product company.

Intended Scope of Work

TraderSwift Labs is intended to design, implement, and maintain proprietary internal software systems in the following areas:

Autonomous Software Orchestration

Coordination logic governing software agent lifecycle, scope, interaction boundaries, and execution authority.

Internal Execution Software Layer

Deterministic execution engines and control layers designed for real-time, asynchronous software environments. This refers strictly to client-side software — not a matching engine, trading venue, or execution service.

State & Context Management

Explicit representation, propagation, reconciliation, and persistence of system state across concurrent processes.

Reliability & Failure-Handling Architectures

Mechanisms to ensure predictable behavior, fail-safe termination, and state recovery under partial failures or degraded dependencies.

All development is intended strictly for internal use and internal deployment.

What TraderSwift Labs Does Not Do

For clarity and avoidance of misinterpretation, TraderSwift Labs is not intended to:

  • Trade or deploy capital
  • Operate brokerage, exchange, or custody accounts
  • Accept, manage, or hold client funds
  • Provide investment advice, recommendations, or trading signals
  • Offer SaaS products, managed services, or external system operation

TraderSwift Labs is not intended to operate as a financial services provider.

Relationship to TraderSwift

TraderSwift Labs is proposed as a separate engineering entity whose outputs are intended for controlled internal deployment by TraderSwift (Proposed), a separate proprietary trading entity.

Under the intended structure:

  • TraderSwift Labs builds software only
  • TraderSwift deploys the software internally using its own capital
  • All trading activity, financial accounts, and market risk reside exclusively within TraderSwift
  • TraderSwift Labs does not hold funds, onboard accounts, or execute trades in its own name

This separation is intended to ensure clear responsibility boundaries and regulatory transparency.

Engineering Philosophy

TraderSwift Labs is built around a proprietary software design pattern developed through two years of direct work with large language models in production environments. This pattern addresses the specific architectural requirements of LLM-coordinated systems — requirements that traditional enterprise design patterns fail to meet.

Core principles:

  • Determinism over uncontrolled adaptivity
  • Explicit state over implicit behavior
  • Minimal abstractions over complex frameworks
  • Auditability and traceability over opacity
  • Strict separation of concerns across ingestion, orchestration, execution, and monitoring

Technology Stack

Language
Python — using a proprietary design pattern.

State & Messaging
ElastiCache Redis — central state backbone with persistence

Storage
S3 — structured data, system artifacts, and immutable audit archives with long-term retention for regulatory compliance

Compute & Processing

  • EC2 (Amazon Linux) — agent processes and local LLM inference
  • Lambda — event-driven processing and system triggers

Communication

  • SES — primary agent communication layer
  • SNS — backup alerting

LLM Integration

  • Local inference (Llama-class models on EC2)
  • Bedrock — commercial model API access

Observability
CloudWatch — logs, metrics, alarms, health monitoring

Security

  • IAM — per-agent roles
  • Secrets Manager

Web Hosting
Route53, CloudFront

Technology choices prioritize auditability, operational longevity, and deterministic behavior.

Founder

TraderSwift Labs is proposed to be led by Jignesh Davda, a proprietary trader and systems architect with extensive experience in live trading infrastructure and automated execution systems.

A single shared founder profile is maintained across both proposed entities. View full background →

Regulatory & Operating Statement

TraderSwift Labs is a proposed engineering and research entity focused exclusively on internal software development.

It is not intended to:

  • Trade
  • Hold or deploy capital
  • Operate financial accounts
  • Provide services to third parties

Any future incorporation is intended to maintain strict separation from trading activities conducted by TraderSwift.

Contact

For institutional, regulatory, or research-related enquiries only:

Email: contact@traderswift.io

Enquiries received at this address will be routed to the appropriate proposed entity based on the nature of the request.

Note: TraderSwift Labs is a proposed entity and is not currently incorporated or registered. This page describes intended future activities subject to entity formation and regulatory requirements.